Eliza’s hands trembled as she scrolled through the comments, her vision blurring with unshed tears. The public exposure of her most personal struggles felt like a physical assault. The laughter, the judgement – it all felt unbearable.

Her chest felt tight, as if a vise were squeezing the breath from her. She pushed herself away from her desk, the chair scraping loudly against the floor. She needed to escape.

She grabbed her coat and keys, barely registering what she was doing. She knew she couldn’t stay there, not another second. She needed the comfort of the familiar. She needed to disappear.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210